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lightgbm-classifier

Here are 96 public repositories matching this topic...

Davisy / Financial-Inclusion-in-Africa-App

A Data science app to predict who in Africa is most likely to have a bank account?

machine-learning sklearn africa financial-data financial-analysis streamlit lightgbm-classifier

Updated Aug 24, 2022
Jupyter Notebook

Transformer-BERT-SMS-Spam-Detection

Tejas-TA / Transformer-BERT-SMS-Spam-Detection

Spam SMS Detection Project implemented using NLP & Transformers. DistilBERT - a hugging face Transformer model for text classification is used to fine-tune to best suit data to achieve the best results. Multinomial Naive Bayes achieved an F1 score of 0.94, the model was deployed on the Flask server. Application deployed in Google Cloud Platform

machine-learning natural-language-processing bag-of-words matplotlib confusion-matrix flask-api nlp-machine-learning stemming lemmatization scikitlearn-machine-learning multinomial-naive-bayes attention-is-all-you-need joblib bert-model tfidf-vectorizer tensorflow2 huggingface-transformers lightgbm-classifier roc-auc-curve spam-sms-detection

Updated May 1, 2023
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edaaydinea / OP1-Prediction-of-the-Different-Progressive-Levels-of-Alzheimer-s-Disease

This is an optional model development project on a real dataset related to predicting the different progressive levels of Alzheimer’s disease (AD).

data-science machine-learning deep-neural-networks tensorflow neural-networks logistic-regression keras-neural-networks chi-square-test random-forest-classifier alzheimer-disease-prediction xgboost-classifier anova-test lightgbm-classifier catboost-classifier multi-layer-perceptron-classifier

Updated Nov 6, 2022
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edaaydinea / OP2-Prediction-of-the-Different-Progressive-Levels-of-Alzheimer-s-Disease-with-MRI-data

This is an optional model development project on a real dataset related to predicting the different progressive levels of Alzheimer’s disease (AD) with MRI data.

data-science machine-learning deep-learning tensorflow neural-networks logistic-regression keras-neural-networks chi-square-test random-forest-classifier xgboost-classifier lightgbm-classifier smote-oversampler anova-analysis catboost-classifier multi-layer-perceptron-classifier

Updated Nov 6, 2022
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AbhishekGit-hash / Credit-Card-Lead-Prediction

A machine learning model to predict whether a customer will be interested to take up a credit card, based on the customer details and its relationship with the bank.

python machine-learning hyperparameter-tuning xgboost-classifier stacking-ensemble lightgbm-classifier

Updated Nov 15, 2021
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yakupkaplan / Home-Credit-Default-Risk

In this project we try to predict home credit default risk for clients. We try to predict, if the client will have payment difficulties or not.

data-mining exploratory-data-analysis feature-engineering classification-model credit-risk datapreprocessing lightgbm-classifier

Updated Apr 2, 2022
Python

deepeshdm / CropFusionAI

Helping Farmers make informed decisions with Machine Learning ! 👩‍🌾🚜

python threejs machine-learning reactjs farming lightgbm 3d-models agricultural fastapi lightgbm-classifier crop-recommendation fertilizer-recommendation

Updated Mar 22, 2023
JavaScript

kashish45 / Machine-Learning-Projects

competition machine-learning natural-language-processing deep-learning machine-learning-algorithms regression kaggle classification hackerearth competitions cnn-keras lightgbm-regressor lightgbm-classifier dockship

Updated Feb 11, 2021
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AnFrBo / coupon_optimization

Maximizing Revenue with Individualized Coupon Optimization Using Tree-Based Models

xgboost tsne-algorithm hyperparameter-tuning heuristic-methods negative-sampling lightgbm-classifier individualized-coupons

Updated Mar 28, 2021
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NamrataThakur / Airbnb-New-User-Prediction

The problem that this case study is dealing with predicts the location that a user is most likely to book for the first time. The accurate prediction helps to decrease the average time required to book by sharing more personalized recommendations and also in better forecasting of the demand. We use the browser’s session data as well as the user’…

machine-learning deployment random-forest airbnb eda kaggle-competition flask-api multiclass-classification xgboost-algorithm lightgbm-classifier

Updated Mar 30, 2021
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nalron / project_credit_scoring_model

Développer un modèle de scoring de la probabilité de défaut de paiement du client pour étayer la décision d'accorder ou non un prêt à un client potentiel.

python dashboard hyperopt banking-applications heroku-deployment scoring-models rfecv lightgbm-classifier nalron-beta

Updated May 22, 2021
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abhilash1910 / NLP-Workshop-ML-India

NLP Workshop -ML India

transformer bart transfer-learning albert nlp-machine-learning cnn-keras bert statistical-models lstm-neural-networks keras-tensorflow xgboost-algorithm roberta gpt-2 huggingface distilbert xlm-roberta lightgbm-classifier

Updated Oct 13, 2020
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grknc / Customer-Churn-Analyzer-with-ML

Telco Churn Analysis and Modeling is a comprehensive project focused on understanding and predicting customer churn in the telecommunications industry. Utilizing advanced data analysis and machine learning techniques, this project aims to provide insights into customer behavior and help develop effective strategies for customer

prediction xgboost predictive-modeling random-forest-classifier customer-churn-prediction customer-churn xgboost-classifier lightgbm-classifier customer-churn-prediction-with-machine-learning

Updated Jan 23, 2024
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onurboyar / AnomalyDetection

Anomaly Detection with Multiple Techniques using KDDCUP'99 Dataset

machine-learning xgboost outlier-detection autoencoders bayesian-optimization anomaly-detection isolation-forest catboost kddcup lightgbm-classifier

Updated Dec 8, 2021
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deepeshdm / CropFusionAI-Backend

FastAPI backend for CropFusionAI

python machine-learning deep-learning rest-api farming fastapi lightgbm-classifier crop-recommendation fertilizer-recommendation

Updated Dec 27, 2022
Jupyter Notebook

darenr / optuna-lgb

Example using Optuna to tune hyper parameters for LightGBM

hyperparameter-optimization lightgbm hyperparameter-tuning lightgbm-classifier

Updated Jul 7, 2020
Python

rahulgaikwad2010 / facial-expression-recognition-deep-learning

The goal of this project is to predict the expression on the face. The expression labels are standard ones used in psychology research: angry, disgusted, fearful, happy, sad, surprised, neutral.

machine-learning deep-learning numpy xgboost kaggle-dataset naural-network lightgbm-classifier

Updated Mar 26, 2021
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hanaecarrie / CS5228_kaggle_income50K_classification

CS5228 Kaggle Inclass Competition: Predicting if Income > 50K

machinelearning feature-engineering binary-classification hyperparameter-search random-forest-classifier mlp-classifier catboost knn-classifier extra-trees-classifier xgboost-classifier lightgbm-classifier

Updated Jan 31, 2021
Jupyter Notebook

maede43 / ensemble-learning-lfw

Final Project Of Computational Intelligence - Fall 2021 - LightGBM, RandomForest and StackingClassifier

vggface lfw-dataset randomforestclassifier lightgbm-classifier stacking-classifier

Updated Feb 4, 2022
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tatigabru / kaggle-plasticc

Photometric light curves classification with machine learning

machine-learning time-series kaggle lightgbm light-curves classifiers plasticc lightgbm-classifier

Updated Mar 19, 2020
Python

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